Amazon SageMaker vs Databricks (Mosaic AI)

Side-by-side from the Top 11 ranking of The 11 Best MLOps Platforms (2026). Last verified July 10, 2026.

The short answer

Databricks (Mosaic AI) ranks higher on Top 11 (#1 vs #2) for ML engineering and platform teams choosing a system to train, deploy, and monitor models in production. Best unified data-and-ML platform on the lakehouse.

At a glance

Amazon SageMakerDatabricks (Mosaic AI)
Top 11 rank#2 / The 11 Best MLOps Platforms (2026)#1 / The 11 Best MLOps Platforms (2026)
Score (out of 9.4)8.99.1
Best forManaged MLOps for AWS-native teamsEnd-to-end MLOps on the lakehouse
Pricing$$$ (pay-per-use compute + services)$$$$ (consumption / DBU-based)
HQSeattle, USASan Francisco, USA
Founded20172013

Amazon SageMaker

Best managed lifecycle for teams already on AWS.

aws.amazon.com/sagemaker/

See full entry in The 11 Best MLOps Platforms (2026)

Databricks (Mosaic AI)

Best unified data-and-ML platform on the lakehouse.

www.databricks.com/product/machine-learning

See full entry in The 11 Best MLOps Platforms (2026)

Methodology and scoring weights live at /methodology. No vendor pays for placement — see about.